Overview

Dataset statistics

Number of variables22
Number of observations14000
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory2.3 MiB
Average record size in memory176.0 B

Variable types

NUM20
BOOL2

Warnings

HR Touchpoints has 6172 (44.1%) zeros Zeros
National Origin (code) has 5521 (39.4%) zeros Zeros
Social Media Activity (Twitter, Facebook, Instagram) has 1264 (9.0%) zeros Zeros
Years of Service has 1079 (7.7%) zeros Zeros

Reproduction

Analysis started2020-12-03 23:04:12.732715
Analysis finished2020-12-03 23:05:11.560947
Duration58.83 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size109.4 KiB
1
8169 
0
5831 
ValueCountFrequency (%) 
1816958.4%
 
0583141.6%
 
2020-12-04T04:35:11.627959image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

HR Touchpoints
Real number (ℝ≥0)

ZEROS

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.635285714
Minimum0
Maximum14
Zeros6172
Zeros (%)44.1%
Memory size109.4 KiB
2020-12-04T04:35:11.722984image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q32
95-th percentile6
Maximum14
Range14
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.813777799
Coefficient of variation (CV)1.109150397
Kurtosis1.398303347
Mean1.635285714
Median Absolute Deviation (MAD)2
Skewness1.136461925
Sum22894
Variance3.289789903
MonotocityNot monotonic
2020-12-04T04:35:11.840956image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
0617244.1%
 
2510236.4%
 
4200114.3%
 
65814.2%
 
81270.9%
 
10120.1%
 
123< 0.1%
 
142< 0.1%
 
ValueCountFrequency (%) 
0617244.1%
 
2510236.4%
 
4200114.3%
 
65814.2%
 
81270.9%
 
ValueCountFrequency (%) 
142< 0.1%
 
123< 0.1%
 
10120.1%
 
81270.9%
 
65814.2%
 
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size109.4 KiB
1
7005 
0
6995 
ValueCountFrequency (%) 
1700550.0%
 
0699550.0%
 
2020-12-04T04:35:11.940944image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

LinkedIn Skill Code
Real number (ℝ≥0)

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean48398.11714
Minimum10000
Maximum87136
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:12.013344image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum10000
5-th percentile10000
Q122856
median48568
Q374280
95-th percentile87136
Maximum87136
Range77136
Interquartile range (IQR)51424

Descriptive statistics

Standard deviation25751.58614
Coefficient of variation (CV)0.5320782637
Kurtosis-1.260390145
Mean48398.11714
Median Absolute Deviation (MAD)25712
Skewness0.003802108124
Sum677573640
Variance663144188.5
MonotocityNot monotonic
2020-12-04T04:35:12.128342image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
74280204314.6%
 
22856203214.5%
 
10000202814.5%
 
61424200014.3%
 
35712199714.3%
 
87136195814.0%
 
48568194213.9%
 
ValueCountFrequency (%) 
10000202814.5%
 
22856203214.5%
 
35712199714.3%
 
48568194213.9%
 
61424200014.3%
 
ValueCountFrequency (%) 
87136195814.0%
 
74280204314.6%
 
61424200014.3%
 
48568194213.9%
 
35712199714.3%
 
Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.018071429
Minimum1
Maximum7
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:12.251932image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q36
95-th percentile7
Maximum7
Range6
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.004395982
Coefficient of variation (CV)0.4988452837
Kurtosis-1.253535715
Mean4.018071429
Median Absolute Deviation (MAD)2
Skewness-0.01006268641
Sum56253
Variance4.017603252
MonotocityNot monotonic
2020-12-04T04:35:12.347930image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
7204614.6%
 
4203014.5%
 
6202214.4%
 
1198614.2%
 
2198514.2%
 
3196614.0%
 
5196514.0%
 
ValueCountFrequency (%) 
1198614.2%
 
2198514.2%
 
3196614.0%
 
4203014.5%
 
5196514.0%
 
ValueCountFrequency (%) 
7204614.6%
 
6202214.4%
 
5196514.0%
 
4203014.5%
 
3196614.0%
 

National Origin (code)
Real number (ℝ≥0)

ZEROS

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.399571429
Minimum0
Maximum5
Zeros5521
Zeros (%)39.4%
Memory size109.4 KiB
2020-12-04T04:35:12.465070image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.576190747
Coefficient of variation (CV)1.126195287
Kurtosis-0.08198519722
Mean1.399571429
Median Absolute Deviation (MAD)1
Skewness1.014246403
Sum19594
Variance2.484377272
MonotocityNot monotonic
2020-12-04T04:35:12.552331image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0552139.4%
 
1342224.4%
 
2202014.4%
 
311268.0%
 
511107.9%
 
48015.7%
 
ValueCountFrequency (%) 
0552139.4%
 
1342224.4%
 
2202014.4%
 
311268.0%
 
48015.7%
 
ValueCountFrequency (%) 
511107.9%
 
48015.7%
 
311268.0%
 
2202014.4%
 
1342224.4%
 

Recruiting Method Code
Real number (ℝ≥0)

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean53644.513
Minimum10000
Maximum88743
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:12.676359image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum10000
5-th percentile21249
Q143747
median54996
Q366245
95-th percentile77494
Maximum88743
Range78743
Interquartile range (IQR)22498

Descriptive statistics

Standard deviation18288.97116
Coefficient of variation (CV)0.3409290184
Kurtosis-0.3749477817
Mean53644.513
Median Absolute Deviation (MAD)11249
Skewness-0.3192240748
Sum751023182
Variance334486466
MonotocityNot monotonic
2020-12-04T04:35:12.774360image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
54996317122.7%
 
66245311222.2%
 
43747267419.1%
 
77494178912.8%
 
32498161211.5%
 
212497275.2%
 
887434813.4%
 
100004343.1%
 
ValueCountFrequency (%) 
100004343.1%
 
212497275.2%
 
32498161211.5%
 
43747267419.1%
 
54996317122.7%
 
ValueCountFrequency (%) 
887434813.4%
 
77494178912.8%
 
66245311222.2%
 
54996317122.7%
 
43747267419.1%
 
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean95.99828571
Minimum80
Maximum112
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:12.903320image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum80
5-th percentile80
Q188
median96
Q3104
95-th percentile112
Maximum112
Range32
Interquartile range (IQR)16

Descriptive statistics

Standard deviation11.34216093
Coefficient of variation (CV)0.1181496195
Kurtosis-1.305637264
Mean95.99828571
Median Absolute Deviation (MAD)8
Skewness-0.004284663179
Sum1343976
Variance128.6446145
MonotocityNot monotonic
2020-12-04T04:35:12.998358image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
80283620.3%
 
104281720.1%
 
112280520.0%
 
96278419.9%
 
88275819.7%
 
ValueCountFrequency (%) 
80283620.3%
 
88275819.7%
 
96278419.9%
 
104281720.1%
 
112280520.0%
 
ValueCountFrequency (%) 
112280520.0%
 
104281720.1%
 
96278419.9%
 
88275819.7%
 
80283620.3%
 
Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.736357143
Minimum0
Maximum7
Zeros1264
Zeros (%)9.0%
Memory size109.4 KiB
2020-12-04T04:35:13.114320image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q34
95-th percentile6
Maximum7
Range7
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.809561287
Coefficient of variation (CV)0.6613030364
Kurtosis-0.3593165197
Mean2.736357143
Median Absolute Deviation (MAD)1
Skewness0.5294256331
Sum38309
Variance3.274512052
MonotocityNot monotonic
2020-12-04T04:35:13.244364image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
2308522.0%
 
3270919.4%
 
1265919.0%
 
4187513.4%
 
012649.0%
 
511678.3%
 
66694.8%
 
75724.1%
 
ValueCountFrequency (%) 
012649.0%
 
1265919.0%
 
2308522.0%
 
3270919.4%
 
4187513.4%
 
ValueCountFrequency (%) 
75724.1%
 
66694.8%
 
511678.3%
 
4187513.4%
 
3270919.4%
 
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.439142857
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:13.393348image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q35
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.325839561
Coefficient of variation (CV)0.3855145353
Kurtosis-1.141671911
Mean3.439142857
Median Absolute Deviation (MAD)1
Skewness-0.2830959728
Sum48148
Variance1.75785054
MonotocityNot monotonic
2020-12-04T04:35:13.534362image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
5426230.4%
 
3315322.5%
 
4271719.4%
 
2264318.9%
 
112258.8%
 
ValueCountFrequency (%) 
112258.8%
 
2264318.9%
 
3315322.5%
 
4271719.4%
 
5426230.4%
 
ValueCountFrequency (%) 
5426230.4%
 
4271719.4%
 
3315322.5%
 
2264318.9%
 
112258.8%
 
Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.023642857
Minimum1
Maximum7
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:13.711351image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q36
95-th percentile7
Maximum7
Range6
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.00084228
Coefficient of variation (CV)0.4972713411
Kurtosis-1.252173217
Mean4.023642857
Median Absolute Deviation (MAD)2
Skewness-0.01077661337
Sum56331
Variance4.003369827
MonotocityNot monotonic
2020-12-04T04:35:13.830319image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
3206714.8%
 
7204514.6%
 
6202414.5%
 
5201114.4%
 
1196014.0%
 
2195814.0%
 
4193513.8%
 
ValueCountFrequency (%) 
1196014.0%
 
2195814.0%
 
3206714.8%
 
4193513.8%
 
5201114.4%
 
ValueCountFrequency (%) 
7204514.6%
 
6202414.5%
 
5201114.4%
 
4193513.8%
 
3206714.8%
 
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.984428571
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:13.974319image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.415541521
Coefficient of variation (CV)0.4743090637
Kurtosis-1.302856452
Mean2.984428571
Median Absolute Deviation (MAD)1
Skewness0.01648358495
Sum41782
Variance2.003757799
MonotocityNot monotonic
2020-12-04T04:35:14.100358image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
1284220.3%
 
2284120.3%
 
3277919.9%
 
5276919.8%
 
4276919.8%
 
ValueCountFrequency (%) 
1284220.3%
 
2284120.3%
 
3277919.9%
 
4276919.8%
 
5276919.8%
 
ValueCountFrequency (%) 
5276919.8%
 
4276919.8%
 
3277919.9%
 
2284120.3%
 
1284220.3%
 
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.453428571
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:14.248365image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q35
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.335702585
Coefficient of variation (CV)0.386775796
Kurtosis-1.128844764
Mean3.453428571
Median Absolute Deviation (MAD)1
Skewness-0.3181847295
Sum48348
Variance1.784101395
MonotocityNot monotonic
2020-12-04T04:35:14.380341image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
5434631.0%
 
3306321.9%
 
4277019.8%
 
2252818.1%
 
112939.2%
 
ValueCountFrequency (%) 
112939.2%
 
2252818.1%
 
3306321.9%
 
4277019.8%
 
5434631.0%
 
ValueCountFrequency (%) 
5434631.0%
 
4277019.8%
 
3306321.9%
 
2252818.1%
 
112939.2%
 
Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.815642857
Minimum1
Maximum8
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:14.531205image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q35
95-th percentile7
Maximum8
Range7
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.815576857
Coefficient of variation (CV)0.4758246317
Kurtosis-0.4078901367
Mean3.815642857
Median Absolute Deviation (MAD)1
Skewness0.4902138025
Sum53419
Variance3.296319324
MonotocityNot monotonic
2020-12-04T04:35:14.682155image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
3298721.3%
 
4274319.6%
 
2257518.4%
 
5201814.4%
 
612298.8%
 
111488.2%
 
76764.8%
 
86244.5%
 
ValueCountFrequency (%) 
111488.2%
 
2257518.4%
 
3298721.3%
 
4274319.6%
 
5201814.4%
 
ValueCountFrequency (%) 
86244.5%
 
76764.8%
 
612298.8%
 
5201814.4%
 
4274319.6%
 
Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.503285714
Minimum1
Maximum8
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:14.843490image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile6
Maximum8
Range7
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.780750643
Coefficient of variation (CV)0.7113653199
Kurtosis1.343555758
Mean2.503285714
Median Absolute Deviation (MAD)1
Skewness1.371034669
Sum35046
Variance3.171072852
MonotocityNot monotonic
2020-12-04T04:35:14.955995image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
1542938.8%
 
2335123.9%
 
3205814.7%
 
412438.9%
 
58285.9%
 
64203.0%
 
84122.9%
 
72591.8%
 
ValueCountFrequency (%) 
1542938.8%
 
2335123.9%
 
3205814.7%
 
412438.9%
 
58285.9%
 
ValueCountFrequency (%) 
84122.9%
 
72591.8%
 
64203.0%
 
58285.9%
 
412438.9%
 
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.397
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:15.065024image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.439036007
Coefficient of variation (CV)0.6003487723
Kurtosis-0.9223942084
Mean2.397
Median Absolute Deviation (MAD)1
Skewness0.6690222615
Sum33558
Variance2.07082463
MonotocityNot monotonic
2020-12-04T04:35:15.168026image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
1528137.7%
 
2333123.8%
 
5208714.9%
 
3202414.5%
 
412779.1%
 
ValueCountFrequency (%) 
1528137.7%
 
2333123.8%
 
3202414.5%
 
412779.1%
 
5208714.9%
 
ValueCountFrequency (%) 
5208714.9%
 
412779.1%
 
3202414.5%
 
2333123.8%
 
1528137.7%
 
Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.978428571
Minimum1
Maximum7
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:15.284983image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q36
95-th percentile7
Maximum7
Range6
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.00591107
Coefficient of variation (CV)0.504196829
Kurtosis-1.256071741
Mean3.978428571
Median Absolute Deviation (MAD)2
Skewness0.02359291308
Sum55698
Variance4.023679222
MonotocityNot monotonic
2020-12-04T04:35:15.380027image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
3205514.7%
 
2203514.5%
 
1202514.5%
 
7201414.4%
 
4198114.1%
 
6196614.0%
 
5192413.7%
 
ValueCountFrequency (%) 
1202514.5%
 
2203514.5%
 
3205514.7%
 
4198114.1%
 
5192413.7%
 
ValueCountFrequency (%) 
7201414.4%
 
6196614.0%
 
5192413.7%
 
4198114.1%
 
3205514.7%
 
Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.479857143
Minimum1
Maximum7
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:15.485987image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile7
Maximum7
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.712167616
Coefficient of variation (CV)0.690429939
Kurtosis0.5905796599
Mean2.479857143
Median Absolute Deviation (MAD)1
Skewness1.203475486
Sum34718
Variance2.931517945
MonotocityNot monotonic
2020-12-04T04:35:15.572018image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
1542538.8%
 
2337024.1%
 
3207414.8%
 
412088.6%
 
57575.4%
 
77185.1%
 
64483.2%
 
ValueCountFrequency (%) 
1542538.8%
 
2337024.1%
 
3207414.8%
 
412088.6%
 
57575.4%
 
ValueCountFrequency (%) 
77185.1%
 
64483.2%
 
57575.4%
 
412088.6%
 
3207414.8%
 
Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.389714286
Minimum1
Maximum6
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:15.688975image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile6
Maximum6
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.400654966
Coefficient of variation (CV)0.4132073822
Kurtosis-0.8075696484
Mean3.389714286
Median Absolute Deviation (MAD)1
Skewness-0.09130259374
Sum47456
Variance1.961834335
MonotocityNot monotonic
2020-12-04T04:35:15.810970image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
4367226.2%
 
3329923.6%
 
5240917.2%
 
2210115.0%
 
1169812.1%
 
68215.9%
 
ValueCountFrequency (%) 
1169812.1%
 
2210115.0%
 
3329923.6%
 
4367226.2%
 
5240917.2%
 
ValueCountFrequency (%) 
68215.9%
 
5240917.2%
 
4367226.2%
 
3329923.6%
 
2210115.0%
 
Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.519142857
Minimum1
Maximum6
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:15.908973image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile6
Maximum6
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.646545753
Coefficient of variation (CV)0.6536134893
Kurtosis-0.4047618974
Mean2.519142857
Median Absolute Deviation (MAD)1
Skewness0.8973165879
Sum35268
Variance2.711112916
MonotocityNot monotonic
2020-12-04T04:35:16.009849image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
1523037.4%
 
2332823.8%
 
3196014.0%
 
613699.8%
 
412779.1%
 
58366.0%
 
ValueCountFrequency (%) 
1523037.4%
 
2332823.8%
 
3196014.0%
 
412779.1%
 
58366.0%
 
ValueCountFrequency (%) 
613699.8%
 
58366.0%
 
412779.1%
 
3196014.0%
 
2332823.8%
 

Weekly Hours Worked
Real number (ℝ≥0)

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38.91171429
Minimum30
Maximum48
Zeros0
Zeros (%)0.0%
Memory size109.4 KiB
2020-12-04T04:35:16.105851image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum30
5-th percentile30
Q136
median39
Q342
95-th percentile45
Maximum48
Range18
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.671193629
Coefficient of variation (CV)0.120045948
Kurtosis-0.6706229252
Mean38.91171429
Median Absolute Deviation (MAD)3
Skewness-0.1644473322
Sum544764
Variance21.82004992
MonotocityNot monotonic
2020-12-04T04:35:16.202815image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
39331123.6%
 
42313222.4%
 
36254618.2%
 
45184713.2%
 
33151810.8%
 
3010997.8%
 
485473.9%
 
ValueCountFrequency (%) 
3010997.8%
 
33151810.8%
 
36254618.2%
 
39331123.6%
 
42313222.4%
 
ValueCountFrequency (%) 
485473.9%
 
45184713.2%
 
42313222.4%
 
39331123.6%
 
36254618.2%
 

Years of Service
Real number (ℝ≥0)

ZEROS

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.966571429
Minimum0
Maximum7
Zeros1079
Zeros (%)7.7%
Memory size109.4 KiB
2020-12-04T04:35:16.328723image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q34
95-th percentile7
Maximum7
Range7
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.883232441
Coefficient of variation (CV)0.6348178315
Kurtosis-0.5523249136
Mean2.966571429
Median Absolute Deviation (MAD)1
Skewness0.436680656
Sum41532
Variance3.546564428
MonotocityNot monotonic
2020-12-04T04:35:16.433719image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
2290420.7%
 
3267319.1%
 
1235016.8%
 
4205314.7%
 
513249.5%
 
010797.7%
 
78215.9%
 
67965.7%
 
ValueCountFrequency (%) 
010797.7%
 
1235016.8%
 
2290420.7%
 
3267319.1%
 
4205314.7%
 
ValueCountFrequency (%) 
78215.9%
 
67965.7%
 
513249.5%
 
4205314.7%
 
3267319.1%
 

Interactions

2020-12-04T04:34:14.113191image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:14.327189image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:14.548188image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:14.704190image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:14.851188image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:15.008188image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:15.150189image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:15.304188image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:15.480187image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:15.649188image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:15.828191image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:15.980188image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:16.108186image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:16.277187image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:16.427189image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:16.553219image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:16.683236image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:16.813236image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:16.937235image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:17.068188image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:17.201187image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:17.510192image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:17.697238image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:17.862192image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:18.016190image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:18.177241image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:18.318082image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:18.484363image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:18.647475image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:18.811462image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:18.973464image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:19.113590image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:19.245628image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:19.375755image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:19.508261image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:19.640504image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:19.781919image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:19.904996image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:20.063467image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:20.210512image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:20.347705image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:20.489759image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:20.611573image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:20.731467image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:20.843045image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:21.212332image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:21.334271image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:21.456192image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:21.588556image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:21.710418image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:21.832302image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:21.974765image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.096795image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.218831image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.350893image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.470654image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.593196image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.708838image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.828840image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:22.942733image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.064693image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.176846image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.298780image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.410778image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.512781image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.635010image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.746808image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.858629image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:23.982570image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.094451image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.216279image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.338035image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.449652image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.569594image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.693468image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.805276image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:24.916924image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:25.028634image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:25.149665image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:25.263649image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:25.375377image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:25.507234image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:25.639303image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:25.771317image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.023653image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.159587image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.289744image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.421819image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.554054image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.678167image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.812130image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:26.954331image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.076314image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.208573image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.348941image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.474730image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.604886image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.728963image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.851025image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:27.983334image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.117341image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.229042image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.361319image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.486804image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.598742image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.730673image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.852392image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:28.974327image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:29.106383image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:29.238256image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:29.370212image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:29.502257image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:29.634197image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:29.755845image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:29.885702image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.009592image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.131632image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.243325image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.365283image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.497400image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.617118image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.740777image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.872627image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:30.994756image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:31.125331image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:31.249437image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:31.371404image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:31.503683image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:31.645523image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:31.767455image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:31.899717image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:32.187156image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:32.319396image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:32.441301image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:32.573538image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:32.708092image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:32.830359image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:32.952446image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.072352image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.196652image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.318627image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.450626image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.582891image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.715300image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.837228image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:33.969303image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:34.103226image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:34.235447image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:34.367629image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:34.499582image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:34.631850image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:34.774174image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:34.906227image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.038371image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.178362image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.310489image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.434328image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.568208image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.696553image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.838960image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:35.963061image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.085035image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.206940image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.327021image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.441005image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.563100image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.685246image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.807282image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:36.949640image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.069767image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.193569image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.315282image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.437304image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.559267image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.689224image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.804492image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:37.926338image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.048551image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.160464image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.282469image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.394402image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.526856image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.660737image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.793067image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:38.915029image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:39.055357image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:39.189656image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:39.313862image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:39.647855image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:39.772377image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:39.914568image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.057322image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.191633image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.315948image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.456316image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.580404image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.712853image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.836529image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:40.968635image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:41.098677image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:41.222829image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:41.375489image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:41.507502image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:41.648144image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:41.772471image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:41.926805image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:42.058965image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:42.191145image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:42.333649image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:42.499673image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:42.666191image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:42.824191image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:42.964739image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:43.094837image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:43.228865image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:43.361162image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:43.493377image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:43.645372image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:43.797794image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:43.957777image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:44.110828image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:44.243162image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:44.380160image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:44.501260image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:44.645823image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:44.795157image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:44.923647image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.065995image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.198264image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.331411image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.462887image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.594916image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.716705image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.847052image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:45.981273image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.103398image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.225319image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.347213image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.469384image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.591328image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.713279image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.835317image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:46.967382image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.089175image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.211111image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.333031image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.465401image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.595450image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.726733image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.850438image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:47.985081image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:48.119549image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:48.241537image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:48.363376image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:48.495754image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:48.626062image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:48.748027image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:48.862001image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:49.219490image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:49.349659image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:49.471572image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:49.603809image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:49.747813image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:49.872313image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.006262image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.138587image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.270859image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.405304image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.547622image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.671653image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.814607image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:50.946869image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:51.079034image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:51.211675image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:51.354050image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:51.501258image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:51.661259image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:51.807269image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:51.947215image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:52.079332image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:52.221724image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:52.370079image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:52.558150image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:52.683822image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:52.804635image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:52.936454image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:53.068678image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:53.190597image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:53.346171image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:53.482191image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:53.644602image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:53.788060image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:53.919917image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.052080image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.182171image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.306339image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.444330image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.579756image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.708744image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.853665image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:54.991091image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:55.126536image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:55.263824image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:55.383806image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:55.505864image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:55.647520image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:55.775392image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:55.903361image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:56.069855image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:56.201581image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:56.380261image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:56.509591image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:56.654815image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:56.792552image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:56.930393image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.061715image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.193746image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.325279image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.453765image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.589925image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.717993image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.841460image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:57.980955image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:58.102085image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:58.216377image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:58.348453image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:58.479743image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:58.609108image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:58.747123image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:58.869325image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.008332image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.151338image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.286942image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.412320image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.555182image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.676833image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.804224image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:34:59.926316image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.056740image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.189765image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.310752image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.442053image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.572786image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.698524image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.818718image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:00.942665image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:01.366413image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:01.522409image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:01.701410image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:01.848463image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:02.013411image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:02.178412image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:02.351455image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:02.511415image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:02.698441image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:02.841411image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:02.999413image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:03.157414image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:03.296410image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:03.439280image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:03.645284image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:03.819514image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:03.974566image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:04.126673image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:04.277680image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:04.476677image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:04.654014image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:04.837004image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:05.000066image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:05.155055image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:05.331205image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:05.507279image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:05.674206image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:05.856258image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:06.032203image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:06.188423image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:06.345028image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:06.485053image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:06.637949image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:06.799943image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:06.964274image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:07.104280image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:07.266286image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:07.424270image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:07.636234image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:07.866231image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:08.067230image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:08.267237image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:08.437229image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:08.587298image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:08.718928image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:08.872962image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:09.007660image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:09.169587image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:09.299854image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:09.439998image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:09.572367image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:09.704103image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:09.848177image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:10.062229image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Correlations

2020-12-04T04:35:16.598725image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2020-12-04T04:35:17.084647image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2020-12-04T04:35:17.908861image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2020-12-04T04:35:18.349005image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

2020-12-04T04:35:10.372234image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/
2020-12-04T04:35:11.235948image/svg+xmlMatplotlib v3.3.2, https://matplotlib.org/

Sample

First rows

EmployeeLeftHR TouchpointsHired through SMTPLinkedIn Skill CodeMentor Program Involvement (Scaled)National Origin (code)Recruiting Method CodeSalary Level, Relative to Peers (Grouped)Social Media Activity (Twitter, Facebook, Instagram)Survey, Relative, Attitude toward EnvironmentSurvey, Relative, Attitude toward PeersSurvey, Relative, Attitude toward ResourcesSurvey, Relative, Attitude toward Work/Life BalanceSurvey, Relative, Attitude toward WorkTypeSurvey, Relative, Attitude toward WorkloadSurvey, Relative, Peer's Average Attitude toward PeersSurvey, Relative, Peer's Average Attitude toward ResourcesSurvey, Relative, Peer's Average Attitude toward Work/Life BalanceSurvey, Relative, Peer's Average Attitude toward WorkTypeSurvey, Relative, Peer's Average Attitude toward WorkloadWeekly Hours WorkedYears of Service
00.00022856706624596157542342132424
10.00110000705499696021226556331390
20.001100002066245112143414111341332
30.00174280614374788151547223122362
41.04135712117749488024134545751394
51.0100357124154996104337153351141427
61.020100004254996112457244815462367
71.02187136751000088756114114535392
81.021742802377494104152434854331333
91.000742806110000112555346117141333

Last rows

EmployeeLeftHR TouchpointsHired through SMTPLinkedIn Skill CodeMentor Program Involvement (Scaled)National Origin (code)Recruiting Method CodeSalary Level, Relative to Peers (Grouped)Social Media Activity (Twitter, Facebook, Instagram)Survey, Relative, Attitude toward EnvironmentSurvey, Relative, Attitude toward PeersSurvey, Relative, Attitude toward ResourcesSurvey, Relative, Attitude toward Work/Life BalanceSurvey, Relative, Attitude toward WorkTypeSurvey, Relative, Attitude toward WorkloadSurvey, Relative, Peer's Average Attitude toward PeersSurvey, Relative, Peer's Average Attitude toward ResourcesSurvey, Relative, Peer's Average Attitude toward Work/Life BalanceSurvey, Relative, Peer's Average Attitude toward WorkTypeSurvey, Relative, Peer's Average Attitude toward WorkloadWeekly Hours WorkedYears of Service
139901.021485685066245104024333751431361
139911.000871364166245104746343235333423
139920.02087136216624596431332221246423
139930.04048568506624580242332624541393
139941.00148568255499680356433133141483
139950.040357126043747104222355117143396
139960.041228562032498104452415741123333
139971.00148568403249896157525112231367
139981.00061424414374788326258134451332
139990.00074280316624580542133246143452